• DocumentCode
    704024
  • Title

    Feature selection for Alternate Test using wrappers: Application to an RF LNA case study

  • Author

    Barragan, Manuel J. ; Leger, Gildas

  • Author_Institution
    TIMA, Grenoble, France
  • fYear
    2015
  • fDate
    9-13 March 2015
  • Firstpage
    1229
  • Lastpage
    1232
  • Abstract
    Testing analog, mixed-signal and RF circuits represents the main cost component for testing complex SoCs. A promising solution to alleviate this cost is the Alternate Test strategy. Alternate test is an indirect test approach that replaces costly specification measurements by simpler signatures. Machine learning techniques are then used to map signatures and performances. One key point that still remains as an open problem is the conception of adequate simple measurement candidates. This work presents efficient algorithms for selecting information rich signatures.
  • Keywords
    feature selection; integrated circuit testing; low noise amplifiers; radiofrequency amplifiers; system-on-chip; RF LNA; alternate test strategy; complex SoC testing; costly specification measurements; feature selection; indirect test approach; information rich signatures; machine learning techniques; simple measurement candidates; wrappers; Correlation; Envelope detectors; Integrated circuits; Principal component analysis; Radio frequency; Testing; Training;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Design, Automation & Test in Europe Conference & Exhibition (DATE), 2015
  • Conference_Location
    Grenoble
  • Print_ISBN
    978-3-9815-3704-8
  • Type

    conf

  • Filename
    7092576